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      "Counter({'OF THE PEOPLE': 13, 'OF THE CONSTITUTION': 11, 'THE UNITED STATES': 10, 'OF THE UNITED': 9, 'IT MAY BE': 8, 'OF THE GOVERNMENT': 8, 'THE CHARACTER OF': 7, 'OF THE EXECUTIVE': 7, 'BY THE CONSTITUTION': 6, 'PART OF THE': 6, 'OF THE LEGISLATIVE': 6, 'OF THE STATES': 6, 'ACTS OF THE': 6, 'OF THE PUBLIC': 6, 'OF THE WHOLE': 6, 'IN RELATION TO': 5, 'OF POWER TO': 5, 'OF ALL THE': 5, 'AS TO THE': 5, 'TO THE EXECUTIVE': 5, 'THE ACTS OF': 5, 'OF THE LEGISLATURE': 5, 'OF THE COUNTRY': 5, 'AS WELL AS': 5, 'IT HAS BEEN': 4, 'THE PEOPLE TO': 4, 'ON THE CONTRARY': 4, 'GRANT OF POWER': 4, 'PEOPLE OF THE': 4, 'THE INFLUENCE OF': 4, 'ONE OF THE': 4, 'THE HANDS OF': 4, 'EXERCISE OF THE': 4, 'OF THE FORMER': 4, 'IT WOULD BE': 4, 'IF THERE IS': 4, 'CHARACTER OF THE': 4, 'THE EXECUTIVE DEPARTMENT': 4, 'THE GENERAL GOVERNMENT': 4, 'THE CONTROL OF': 4, 'CONTROL OF THE': 4, 'OF THE TREASURY': 4, 'THE CITIZEN OF': 4, 'THE CITIZENS OF': 4, 'THE SPIRIT OF': 4, 'SPIRIT OF LIBERTY': 4, 'WHICH THE 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1, 'AND LASTING HAPPINESS': 1, 'LASTING HAPPINESS AND': 1, 'HAPPINESS AND TO': 1, 'AND TO THAT': 1, 'TO THAT GOOD': 1, 'THAT GOOD BEING': 1, 'GOOD BEING WHO': 1, 'BEING WHO HAS': 1, 'WHO HAS BLESSED': 1, 'HAS BLESSED US': 1, 'BLESSED US BY': 1, 'US BY THE': 1, 'BY THE GIFTS': 1, 'THE GIFTS OF': 1, 'GIFTS OF CIVIL': 1, 'AND RELIGIOUS FREEDOM': 1, 'RELIGIOUS FREEDOM WHO': 1, 'FREEDOM WHO WATCHED': 1, 'WHO WATCHED OVER': 1, 'WATCHED OVER AND': 1, 'OVER AND PROSPERED': 1, 'AND PROSPERED THE': 1, 'PROSPERED THE LABORS': 1, 'LABORS OF OUR': 1, 'OF OUR FATHERS': 1, 'OUR FATHERS AND': 1, 'FATHERS AND HAS': 1, 'AND HAS HITHERTO': 1, 'HAS HITHERTO PRESERVED': 1, 'HITHERTO PRESERVED TO': 1, 'PRESERVED TO US': 1, 'TO US INSTITUTIONS': 1, 'US INSTITUTIONS FAR': 1, 'INSTITUTIONS FAR EXCEEDING': 1, 'FAR EXCEEDING IN': 1, 'EXCEEDING IN EXCELLENCE': 1, 'IN EXCELLENCE THOSE': 1, 'EXCELLENCE THOSE OF': 1, 'THOSE OF ANY': 1, 'ANY OTHER PEOPLE': 1, 'OTHER PEOPLE LET': 1, 'PEOPLE LET US': 1, 'LET US UNITE': 1, 'US UNITE IN': 1, 'UNITE IN FERVENTLY': 1, 'IN FERVENTLY COMMENDING': 1, 'FERVENTLY COMMENDING EVERY': 1, 'COMMENDING EVERY INTEREST': 1, 'EVERY INTEREST OF': 1, 'INTEREST OF OUR': 1, 'OF OUR BELOVED': 1, 'OUR BELOVED COUNTRY': 1, 'BELOVED COUNTRY IN': 1, 'COUNTRY IN ALL': 1, 'IN ALL FUTURE': 1, 'ALL FUTURE TIME': 1, 'FELLOW-CITIZENS BEING FULLY': 1, 'BEING FULLY INVESTED': 1, 'FULLY INVESTED WITH': 1, 'INVESTED WITH THAT': 1, 'WITH THAT HIGH': 1, 'HIGH OFFICE TO': 1, 'OFFICE TO WHICH': 1, 'TO WHICH THE': 1, 'WHICH THE PARTIALITY': 1, 'THE PARTIALITY OF': 1, 'PARTIALITY OF MY': 1, 'MY COUNTRYMEN HAS': 1, 'COUNTRYMEN HAS CALLED': 1, 'HAS CALLED ME': 1, 'CALLED ME I': 1, 'ME I NOW': 1, 'I NOW TAKE': 1, 'NOW TAKE AN': 1, 'TAKE AN AFFECTIONATE': 1, 'AN AFFECTIONATE LEAVE': 1, 'AFFECTIONATE LEAVE OF': 1, 'LEAVE OF YOU': 1, 'YOU WILL BEAR': 1, 'WILL BEAR WITH': 1, 'BEAR WITH YOU': 1, 'WITH YOU TO': 1, 'YOU TO YOUR': 1, 'TO YOUR HOMES': 1, 'YOUR HOMES THE': 1, 'HOMES THE REMEMBRANCE': 1, 'THE REMEMBRANCE OF': 1, 'REMEMBRANCE OF THE': 1, 'OF THE PLEDGE': 1, 'THE PLEDGE I': 1, 'PLEDGE I HAVE': 1, 'I HAVE THIS': 1, 'HAVE THIS DAY': 1, 'THIS DAY GIVEN': 1, 'DAY GIVEN TO': 1, 'GIVEN TO DISCHARGE': 1, 'TO DISCHARGE ALL': 1, 'DISCHARGE ALL THE': 1, 'ALL THE HIGH': 1, 'THE HIGH DUTIES': 1, 'HIGH DUTIES OF': 1, 'DUTIES OF MY': 1, 'OF MY EXALTED': 1, 'MY EXALTED STATION': 1, 'EXALTED STATION ACCORDING': 1, 'STATION ACCORDING TO': 1, 'ACCORDING TO THE': 1, 'TO THE BEST': 1, 'THE BEST OF': 1, 'BEST OF MY': 1, 'OF MY ABILITY': 1, 'MY ABILITY AND': 1, 'ABILITY AND I': 1, 'I SHALL ENTER': 1, 'SHALL ENTER UPON': 1, 'ENTER UPON THEIR': 1, 'UPON THEIR PERFORMANCE': 1, 'THEIR PERFORMANCE WITH': 1, 'PERFORMANCE WITH ENTIRE': 1, 'WITH ENTIRE CONFIDENCE': 1, 'ENTIRE CONFIDENCE IN': 1, 'IN THE SUPPORT': 1, 'SUPPORT OF A': 1, 'OF A JUST': 1, 'A JUST AND': 1, 'JUST AND GENEROUS': 1, 'AND GENEROUS PEOPLE': 1})\n"
     ]
    }
   ],
   "source": [
    "from urllib.request import urlopen\n",
    "from bs4 import BeautifulSoup\n",
    "import re\n",
    "import string\n",
    "from collections import Counter\n",
    "\n",
    "def cleanSentence(sentence):\n",
    "    sentence = sentence.split(' ')\n",
    "    sentence = [word.strip(string.punctuation+string.whitespace) for word in sentence]\n",
    "    sentence = [word for word in sentence if len(word) > 1 or (word.lower() == 'a' or word.lower() == 'i')]\n",
    "    return sentence\n",
    "\n",
    "def cleanInput(content):\n",
    "    content = content.upper()\n",
    "    content = re.sub('\\n', ' ', content)\n",
    "    content = bytes(content, 'UTF-8')\n",
    "    content = content.decode('ascii', 'ignore')\n",
    "    sentences = content.split('. ')\n",
    "    return [cleanSentence(sentence) for sentence in sentences]\n",
    "\n",
    "def getNgramsFromSentence(content, n):\n",
    "    output = []\n",
    "    for i in range(len(content)-n+1):\n",
    "        output.append(content[i:i+n])\n",
    "    return output\n",
    "\n",
    "def getNgrams(content, n):\n",
    "    content = cleanInput(content)\n",
    "    ngrams = Counter()\n",
    "    ngrams_list = []\n",
    "    for sentence in content:\n",
    "        newNgrams = [' '.join(ngram) for ngram in getNgramsFromSentence(sentence, n)]\n",
    "        ngrams_list.extend(newNgrams)\n",
    "        ngrams.update(newNgrams)\n",
    "    return(ngrams)\n",
    "\n",
    "\n",
    "content = str(\n",
    "      urlopen('http://pythonscraping.com/files/inaugurationSpeech.txt').read(),\n",
    "              'utf-8')\n",
    "ngrams = getNgrams(content, 3)\n",
    "print(ngrams)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counter({'EXCLUSIVE METALLIC CURRENCY': 2, 'HAD SUPPOSED WAS': 1, 'CHIEF EXECUTIVE OFFICE': 1, 'MOST STRIKING CONTRAST': 1, 'STRIKING CONTRAST WAS': 1, 'CONTRAST WAS OBSERVABLE': 1, 'THOUSAND YEARS SINCE': 1, 'REMARK WAS MADE': 1, 'MODERN ELECTIVE GOVERNMENTS': 1, 'DEVELOP SIMILAR INSTANCES': 1, 'GONE FORTH PROCLAIMING': 1, 'GLORIOUS UNION NOTHING': 1, 'UNION NOTHING UPON': 1, 'MOTIVE MAY EXIST': 1, 'SHALL STAND EITHER': 1, 'STAND EITHER EXONERATED': 1, 'HOWEVER STRONG MAY': 1, 'CHIEF CONFIDENCE UPON': 1, 'STILL GREATLY INFERIOR': 1, 'GREATLY INFERIOR TRUSTS': 1, 'INFERIOR TRUSTS HERETOFORE': 1, 'TRUSTS HERETOFORE CONFIDED': 1, 'BROAD FOUNDATION UPON': 1, 'CONSTITUTION RESTS BEING': 1, 'THEIRS HAVING MADE': 1, 'ARE CALLED UPON': 1, 'CONSIDERED MOST PURELY': 1, 'MOST PURELY DEMOCRATIC': 1, 'MOST ESSENTIAL DIFFERENCE': 1, 'OTHERS LAY CLAIM': 1, 'POWER LIMITED ONLY': 1, 'POWER PRECISELY EQUAL': 1, 'DIVINE RIGHT BELIEVING': 1, 'DISTINCTION AMONGST MEN': 1, 'ONLY LEGITIMATE RIGHT': 1, 'SEVERAL DEPARTMENTS COMPOSING': 1, 'ARE CERTAIN RIGHTS': 1, 'CERTAIN RIGHTS POSSESSED': 1, 'EACH INDIVIDUAL AMERICAN': 1, 'INDIVIDUAL AMERICAN CITIZEN': 1, 'ROMAN CITIZEN WAS': 1, 'SHIELD ONLY AGAINST': 1, 'PETTY PROVINCIAL RULER': 1, 'PROVINCIAL RULER WHILST': 1, 'CONSOLE HIMSELF UNDER': 1, \"ONE'S FAITH PRESCRIBE\": 1, 'FAITH PRESCRIBE FORMS': 1, \"ONE'S OBSERVANCE INFLICT\": 1, 'AFTER WELL-ASCERTAINED GUILT': 1, 'INVESTIGATION UNDER RULES': 1, 'UNDER RULES PRESCRIBED': 1, 'THOSE SCARCELY LESS': 1, 'SCARCELY LESS IMPORTANT': 1, 'AMERICAN CITIZEN DERIVES': 1, 'SAME ALMIGHTY HAND': 1, 'LIMITED SOVEREIGNTY POSSESSED': 1, 'INTIMATE UNION EFFECTED': 1, 'UNION EFFECTED DOMESTIC': 1, 'EFFECTED DOMESTIC TRANQUILLITY': 1, 'DOMESTIC TRANQUILLITY PRESERVED': 1, 'PERSONAL LIBERTY SECURED': 1, 'NECESSARILY SENTENTIOUS MANNER': 1, 'POWERS CLAIMED UNDER': 1, 'GENERAL CLAUSE GIVING': 1, 'STATESMEN MOST DISTINGUISHED': 1, 'MOST WARMLY DISPUTED': 1, 'WARMLY DISPUTED QUESTIONS': 1, 'DISPUTED QUESTIONS FORCES': 1, 'QUESTIONS FORCES UPON': 1, 'FORCES UPON US': 1, 'WERE ARE ATTRIBUTABLE': 1, 'GRANTED STILL ENOUGH': 1, 'MEN ARE LESS': 1, 'ARE LESS JEALOUS': 1, 'DEPARTMENT UPON ANOTHER': 1, 'OWN RESERVED RIGHTS': 1, 'SIMPLE REPRESENTATIVE DEMOCRACY': 1, 'INCREASE ITSELF PARTICULARLY': 1, 'SINGLE INDIVIDUAL PREDICTIONS': 1, 'INDIVIDUAL PREDICTIONS WERE': 1, 'PREDICTIONS WERE MADE': 1, 'VERY REMOTE PERIOD': 1, 'CONCEIVE STRICTLY PROPER': 1, 'ANY LEGITIMATE EXERCISE': 1, 'FORMER ARE UNQUESTIONABLY': 1, 'JUDGMENT ARE ATTRIBUTABLE': 1, 'JEFFERSON EARLY SAW': 1, 'MADE HITHERTO WITHOUT': 1, 'HITHERTO WITHOUT SUCCESS': 1, 'CONTINUE ANY FEATURE': 1, 'WHOM NECESSITY OBLIGES': 1, 'THOSE NOBLE FEELINGS': 1, 'DEVOTED REPUBLICAN PATRIOT': 1, 'CORRUPTING PASSION ONCE': 1, 'PASSION ONCE TAKES': 1, 'ONCE TAKES POSSESSION': 1, 'EFFECTED PUBLIC OPINION': 1, 'PUBLIC OPINION MAY': 1, 'OPINION MAY SECURE': 1, 'PLEDGE HERETOFORE GIVEN': 1, 'POWERS ACTUALLY GIVEN': 1, 'FAIR CONSTRUCTION ANY': 1, 'RECOMMEND SINCE ALTHOUGH': 1, 'SINCE ALTHOUGH ENJOINED': 1, 'GRANTS ARE VESTED': 1, 'ONLY DECLARE VOID': 1, 'DECLARE VOID THOSE': 1, 'EVERY INSTANCE WHERE': 1, 'SIMILAR CHARACTER HOWEVER': 1, 'ENJOYED MUCH FAVOR': 1, 'LEADING DEMOCRATIC PRINCIPLE': 1, 'MAJORITY SHOULD GOVERN': 1, 'COUNTRY MIGHT REQUIRE': 1, 'OWN IMMEDIATE REPRESENTATIVES': 1, 'ARGUMENT ACQUIRES ADDITIONAL': 1, 'ACQUIRES ADDITIONAL FORCE': 1, 'BILLS WERE NEVER': 1, 'WERE NEVER RETURNED': 1, 'PRESIDENTS ABOVE REFERRED': 1, 'VETO WAS APPLIED': 1, 'WAS APPLIED UPON': 1, 'TOO HASTY ENACTMENT': 1, 'SAME CAUSES MUST': 1, 'CAUSES MUST EVER': 1, 'MUST EVER EXHIBIT': 1, 'VARIOUS SECTIONS CALLING': 1, 'ALWAYS JUSTLY REGARD': 1, 'HOWEVER LARGELY PARTAKING': 1, 'WAS PROPER THEREFORE': 1, 'SUCH INFLUENCES MIGHT': 1, 'EXECUTIVE DEPARTMENT CONSTITUTED': 1, 'HIGH OFFICE HAVING': 1, 'EVERY SECTION STATE': 1, 'UNION MUST CONSIDER': 1, 'MUST CONSIDER HIMSELF': 1, 'CONSIDER HIMSELF BOUND': 1, 'MOST SOLEMN SANCTIONS': 1, 'EVERY PORTION GREAT': 1, 'VETO POWER THEREFORE': 1, 'POWER THEREFORE GIVEN': 1, 'UNITED STATES SOLELY': 1, 'HASTY LEGISLATION WHERE': 1, 'DECIDE DISPUTED POINTS': 1, 'POWERS EXPRESSLY GIVEN': 1, 'REPEATED RECOGNITIONS UNDER': 1, 'RECOGNITIONS UNDER VARIED': 1, 'UNDER VARIED CIRCUMSTANCES': 1, 'PRESIDENT SUFFICIENT AUTHORITY': 1, 'CONSIDERING SUCH DISPUTED': 1, 'SUCH DISPUTED POINTS': 1, 'FAIR EXHIBIT MADE': 1, 'ACTUAL CONDITION AFTER': 1, 'CONDITION AFTER FIFTY': 1, 'AFTER FIFTY YEARS': 1, 'FIFTY YEARS TRIAL': 1, 'CONSOLIDATED POWER ESTABLISHED': 1, 'POWER ESTABLISHED LEAVING': 1, 'SEIZED UPON NONE': 1, 'ANY OPEN WARFARE': 1, 'OPEN WARFARE MAY': 1, \"JEFFERSON'S ADMINISTRATION BECOME\": 1, 'CREATE GREAT ALARM': 1, 'MUCH GREATER MUST': 1, 'EARLY PRESIDENTS PERMITTED': 1, 'LAWS ARE EXECUTED': 1, 'MOST APPROVED WRITERS': 1, 'APPROVED WRITERS UPON': 1, 'APPEARS STRANGE INDEED': 1, 'ANYONE SHOULD DOUBT': 1, 'PRESIDENT POSSESSES OVER': 1, 'WITHOUT CAUSE DOES': 1, 'LEAST VIRTUALLY SUBJECT': 1, 'SACRED TREASURE SILENCED': 1, 'CREATED SUCH EXTENSIVE': 1, 'SUCH EXTENSIVE ALARM': 1, 'TREASURY DEPARTMENT ENTIRELY': 1, 'DEPARTMENT ENTIRELY INDEPENDENT': 1, 'REMOVABLE ONLY UPON': 1, 'TREASURY WITHOUT COMMUNICATING': 1, 'CIRCUMSTANCES ATTENDING SUCH': 1, 'ATTENDING SUCH REMOVAL': 1, 'ELECTIVE FRANCHISE THROUGH': 1, 'OWN INDEPENDENCE SECURED': 1, 'OWN UNBIASED JUDGMENTS': 1, 'MOST PRECIOUS LEGACIES': 1, 'WHATEVER PRETENSE IMPOSED': 1, 'PRETENSE IMPOSED ARE': 1, 'GOVERNMENT SHOULD NEVER': 1, 'UPON ANOTHER OCCASION': 1, 'RECOMMEND MEASURES WAS': 1, 'VERY STRANGE INDEED': 1, 'ALTOGETHER DIFFERENT DEPARTMENT': 1, 'BEST POLITICAL MAXIMS': 1, 'ARE OTHERS HOWEVER': 1, 'SYSTEM WITHOUT SINGULAR': 1, 'WITHOUT SINGULAR INCONGRUITY': 1, 'BILL MAY ORIGINATE': 1, 'MAY ORIGINATE NOR': 1, 'WHOM INTRODUCED--A MINISTER': 1, 'PRINCIPLE CERTAINLY ASSIGNS': 1, 'ONLY BODY CONSTITUTED': 1, 'FORMS EVEN DIRECT': 1, 'EXISTING REVENUE LAWS': 1, 'REVENUE LAWS SUGGESTED': 1, 'PUBLIC TREASURE SHOULD': 1, 'EXCLUSIVELY METALLIC HOWEVER': 1, 'ANY SINGLE SCHEME': 1, 'MOST INDIGENT FELLOW-CITIZENS': 1, 'ENTERPRISE ARE RAISED': 1, 'MEASURE BETTER CALCULATED': 1, 'RICH ARE DAILY': 1, 'ARE DAILY ADDING': 1, 'POOR SINKING DEEPER': 1, 'GREAT POLITICAL FAMILY': 1, 'POLITICAL FAMILY ARE': 1, 'FAMILY ARE COMPENSATED': 1, 'DISTRICT ONLY WHERE': 1, 'ONLY WHERE AMERICAN': 1, 'WHERE AMERICAN CITIZENS': 1, 'AMERICAN CITIZENS ARE': 1, 'SETTLED POLICY ARE': 1, 'POLICY ARE DEPRIVED': 1, 'IMPORTANT POLITICAL PRIVILEGES': 1, 'POLITICAL PRIVILEGES WITHOUT': 1, 'PRIVILEGES WITHOUT ANY': 1, 'WITHOUT ANY INSPIRING': 1, 'ANY INSPIRING HOPE': 1, 'ONLY CONSOLATION UNDER': 1, 'CONSOLATION UNDER CIRCUMSTANCES': 1, 'DEVOTED EXTERIOR GUARDS': 1, 'SUFFERINGS SECURE TRANQUILLITY': 1, 'THOSE ESSENTIALLY NECESSARY': 1, 'WERE THUS SEPARATED': 1, 'THOSE GREAT PRINCIPLES': 1, 'GREAT PRINCIPLES UPON': 1, 'CONSTITUTIONS ARE FOUNDED': 1, 'MOST STUPID MEN': 1, 'AMERICAN SUBJECTS ARE': 1, 'COLUMBIA SUCH DREAMS': 1, 'FREE AMERICAN CITIZENS': 1, 'CONSTITUTION WAS FORMED': 1, 'EMPHATICALLY INSISTED UPON': 1, 'UNITED STATES ACCEPT': 1, 'AMERICAN CITIZEN--THE GRANT': 1, 'CONTROLLING POWER NECESSARY': 1, 'RESPECTIVELY CLAIM ARE': 1, 'CLAIM ARE OFTEN': 1, 'ANY DISTINCT LINES': 1, 'CERTAIN PURPOSES COMPOSE': 1, 'NATION ARE MUCH': 1, 'LONG EXIST WITHOUT': 1, 'UNION BETWEEN FREE': 1, 'OFTEN FOUND INEFFECTUAL': 1, 'CORNER STONE UPON': 1, 'AMERICAN POLITICAL ARCHITECTS': 1, 'AFFECTIONATE ATTACHMENT BETWEEN': 1, 'EACH WERE MADE': 1, 'WERE MADE ACCESSIBLE': 1, 'ANY GOOD POSSESSED': 1, 'EXTENSIVE CONFEDERACY EXCEPT': 1, 'DOMESTIC GOVERNMENT WAS': 1, 'GOVERNMENT WAS WITHHELD': 1, 'LINES TOO SEPARATING': 1, 'TOO SEPARATING POWERS': 1, 'EACH STATE UNITE': 1, 'THEREFORE POSITIVELY PRECLUDED': 1, 'MAY INDEED OFFER': 1, 'CITIZENS REQUIRING COMPLIANCE': 1, 'WISHES TOO MUCH': 1, 'TOO MUCH RESEMBLE': 1, 'DISCREPANCY WAS OBSERVABLE': 1, 'INDIVIDUAL MEMBERS COMPOSING': 1, 'EARNEST ENDEAVOR MUTUALLY': 1, 'ABUNDANTLY TAUGHT US': 1, 'BITTERNESS ALIENATION DISCORD': 1, 'UNION--CORDIAL CONFIDING FRATERNAL': 1, 'CONFIDING FRATERNAL UNION--IS': 1, 'MOST IMPORTANT SINCE': 1, 'STATES MAY MEET': 1, 'MAY REGRET ANYTHING': 1, 'REGRET ANYTHING IMPRUDENT': 1, 'STATES GOVERNMENTS NOR': 1, 'MAKING PROPER EFFORTS': 1, 'SEVERAL STATES FORM': 1, 'COUNTRY ARE ABUNDANT': 1, 'RESPECTIVE GOVERNMENTS EACH': 1, 'GOVERNMENTS EACH ACTING': 1, 'EACH ACTING WITHIN': 1, 'RESTORE FORMER PROSPERITY': 1, 'COLLISIONS MAY SOMETIMES': 1, 'COUNTRYMEN WERE ONCE': 1, 'WERE ONCE DISTINGUISHED': 1, 'ONCE DISTINGUISHED CONTINUE': 1, 'SCHEMING POLITICIAN DISSIPATED': 1, 'DEMAGOGUE RENDERED HARMLESS': 1, 'INSTITUTIONS MAY RECEIVE': 1, 'WITHOUT CONSTANT NURTURE': 1, 'BEST HISTORIANS AGREE': 1, 'MADE US ACQUAINTED': 1, 'OWN CONSTANT ATTENTION': 1, 'WELL-ESTABLISHED FREE GOVERNMENTS': 1, 'FREE GOVERNMENTS ARISES': 1, 'DESIGNING MEN DIVERTING': 1, 'BOLIVAR POSSESSED HIMSELF': 1, 'WELL-ESTABLISHED REPUBLIC BEING': 1, 'REPUBLIC BEING CHANGED': 1, 'GREAT EXCITEMENT IMPOSES': 1, 'EXCITEMENT IMPOSES ITSELF': 1, 'IMPOSES ITSELF UPON': 1, 'FALSE CHRISTS WHOSE': 1, 'CHRISTS WHOSE COMING': 1, 'WHOSE COMING WAS': 1, 'COMING WAS FORETOLD': 1, 'MOST FAITHFUL DISCIPLES': 1, 'TIMES MUCH DIFFICULTY': 1, 'LIBERTY ALTHOUGH DEVOTED': 1, 'ALTHOUGH DEVOTED PERSEVERING': 1, 'DEVOTED PERSEVERING BOLD': 1, 'FASTENED ITSELF UPON': 1, 'ITSELF UPON ANY': 1, 'EXECUTIVE POWER INTRODUCED': 1, 'ESTABLISHED AMIDST UNUSUAL': 1, 'AMIDST UNUSUAL PROFESSIONS': 1, 'FOREGOING REMARKS RELATE': 1, 'REMARKS RELATE ALMOST': 1, 'RELATE ALMOST EXCLUSIVELY': 1, 'EVERY FOREIGN NATION': 1, 'RELATIONS ARE MOST': 1, 'ARE MOST INTIMATE': 1, 'FOREIGN POWERS ANY': 1, 'POWERS ANY INDICATION': 1, 'CHIEF MAGISTRATE UNWORTHY': 1, 'SUBLIME SPECTACLE NONE': 1, 'BEFORE CONCLUDING FELLOW-CITIZENS': 1, 'APPEARS PERFECTLY CLEAR': 1, 'THOSE PARTIES ARE': 1, 'REPUBLIC ARE NECESSARY': 1, 'PUBLIC FUNCTIONARIES WITHIN': 1, 'DISTINGUISHED ENGLISH WRITER': 1, 'ROMAN SENATE OCTAVIUS': 1, 'SENATE OCTAVIUS HAD': 1, 'COMMONWEALTH HAD NONE': 1, 'HAD NONE YET': 1, 'LIBERTY HAD FLED': 1, 'HAD SOUGHT PROTECTION': 1, 'SOMETHING HOWEVER MAY': 1, 'HONOR AGAINST FOREIGN': 1, 'AGAINST FOREIGN AGGRESSION': 1, 'APPOINTMENT NOR ANY': 1, 'NOR ANY CONFIDENCE': 1, 'PRESENT OCCASION SUFFICIENTLY': 1, 'OCCASION SUFFICIENTLY IMPORTANT': 1, 'SOUND MORALS RELIGIOUS': 1, 'MORALS RELIGIOUS LIBERTY': 1, 'RELIGIOUS RESPONSIBILITY ARE': 1, 'RESPONSIBILITY ARE ESSENTIALLY': 1, 'ARE ESSENTIALLY CONNECTED': 1, 'US INSTITUTIONS FAR': 1, 'INSTITUTIONS FAR EXCEEDING': 1, 'LET US UNITE': 1, 'FERVENTLY COMMENDING EVERY': 1, 'COMMENDING EVERY INTEREST': 1, 'FELLOW-CITIZENS BEING FULLY': 1, 'BEING FULLY INVESTED': 1, 'EXALTED STATION ACCORDING': 1, 'SHALL ENTER UPON': 1})\n"
     ]
    }
   ],
   "source": [
    "\n",
    "\n",
    "def isCommon(ngram):\n",
    "    commonWords = ['THE', 'BE', 'AND', 'OF', 'A', 'IN', 'TO', 'HAVE', 'IT', 'I', 'THAT', 'FOR', 'YOU', 'HE', 'WITH', 'ON', 'DO', 'SAY', 'THIS', 'THEY', 'IS', 'AN', 'AT', 'BUT', 'WE', 'HIS', 'FROM', 'THAT', 'NOT', 'BY', 'SHE', 'OR', 'AS', 'WHAT', 'GO', 'THEIR', 'CAN', 'WHO', 'GET', 'IF', 'WOULD', 'HER', 'ALL', 'MY', 'MAKE', 'ABOUT', 'KNOW', 'WILL', 'AS', 'UP', 'ONE', 'TIME', 'HAS', 'BEEN', 'THERE', 'YEAR', 'SO', 'THINK', 'WHEN', 'WHICH', 'THEM', 'SOME', 'ME', 'PEOPLE', 'TAKE', 'OUT', 'INTO', 'JUST', 'SEE', 'HIM', 'YOUR', 'COME', 'COULD', 'NOW', 'THAN', 'LIKE', 'OTHER', 'HOW', 'THEN', 'ITS', 'OUR', 'TWO', 'MORE', 'THESE', 'WANT', 'WAY', 'LOOK', 'FIRST', 'ALSO', 'NEW', 'BECAUSE', 'DAY', 'MORE', 'USE', 'NO', 'MAN', 'FIND', 'HERE', 'THING', 'GIVE', 'MANY', 'WELL']\n",
    "    for word in ngram:\n",
    "        if word in commonWords:\n",
    "            return True\n",
    "    return False\n",
    "\n",
    "def getNgramsFromSentence(content, n):\n",
    "    output = []\n",
    "    for i in range(len(content)-n+1):\n",
    "        if not isCommon(content[i:i+n]):\n",
    "            output.append(content[i:i+n])\n",
    "    return output\n",
    "\n",
    "ngrams = getNgrams(content, 3)\n",
    "print(ngrams)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IF THERE IS ONE MEASURE BETTER CALCULATED THAN ANOTHER TO PRODUCE THAT STATE OF THINGS SO MUCH DEPRECATED BY ALL TRUE REPUBLICANS, BY WHICH THE RICH ARE DAILY ADDING TO THEIR HOARDS AND THE POOR SINKING DEEPER INTO PENURY, IT IS AN EXCLUSIVE METALLIC CURRENCY\n",
      "\n",
      "SUCH A ONE WAS AFFORDED BY THE EXECUTIVE DEPARTMENT CONSTITUTED BY THE CONSTITUTION\n",
      "\n",
      "THE GENERAL GOVERNMENT HAS SEIZED UPON NONE OF THE RESERVED RIGHTS OF THE STATES\n",
      "\n",
      "CALLED FROM A RETIREMENT WHICH I HAD SUPPOSED WAS TO CONTINUE FOR THE RESIDUE OF MY LIFE TO FILL THE CHIEF EXECUTIVE OFFICE OF THIS GREAT AND FREE NATION, I APPEAR BEFORE YOU, FELLOW-CITIZENS, TO TAKE THE OATHS WHICH THE CONSTITUTION PRESCRIBES AS A NECESSARY QUALIFICATION FOR THE PERFORMANCE OF ITS DUTIES; AND IN OBEDIENCE TO A CUSTOM COEVAL WITH OUR GOVERNMENT AND WHAT I BELIEVE TO BE YOUR EXPECTATIONS I PROCEED TO PRESENT TO YOU A SUMMARY OF THE PRINCIPLES WHICH WILL GOVERN ME IN THE DISCHARGE OF THE DUTIES WHICH I SHALL BE CALLED UPON TO PERFORM.\n",
      "\n",
      "IT WAS THE REMARK OF A ROMAN CONSUL IN AN EARLY PERIOD OF THAT CELEBRATED REPUBLIC THAT A MOST STRIKING CONTRAST WAS OBSERVABLE IN THE CONDUCT OF CANDIDATES FOR OFFICES OF POWER AND TRUST BEFORE AND AFTER OBTAINING THEM, THEY SELDOM CARRYING OUT IN THE LATTER CASE THE PLEDGES AND PROMISES MADE IN THE FORMER\n",
      "\n",
      "HOWEVER MUCH THE WORLD MAY HAVE IMPROVED IN MANY RESPECTS IN THE LAPSE OF UPWARD OF TWO THOUSAND YEARS SINCE THE REMARK WAS MADE BY THE VIRTUOUS AND INDIGNANT ROMAN, I FEAR THAT A STRICT EXAMINATION OF THE ANNALS OF SOME OF THE MODERN ELECTIVE GOVERNMENTS WOULD DEVELOP SIMILAR INSTANCES OF VIOLATED CONFIDENCE.\n",
      "\n",
      "ALTHOUGH THE FIAT OF THE PEOPLE HAS GONE FORTH PROCLAIMING ME THE CHIEF MAGISTRATE OF THIS GLORIOUS UNION, NOTHING UPON THEIR PART REMAINING TO BE DONE, IT MAY BE THOUGHT THAT A MOTIVE MAY EXIST TO KEEP UP THE DELUSION UNDER WHICH THEY MAY BE SUPPOSED TO HAVE ACTED IN RELATION TO MY PRINCIPLES AND OPINIONS; AND PERHAPS THERE MAY BE SOME IN THIS ASSEMBLY WHO HAVE COME HERE EITHER PREPARED TO CONDEMN THOSE I SHALL NOW DELIVER, OR, APPROVING THEM, TO DOUBT THE SINCERITY WITH WHICH THEY ARE NOW UTTERED\n",
      "\n"
     ]
    }
   ],
   "source": [
    "def getFirstSentenceContaining(ngram, content):\n",
    "    #print(ngram)\n",
    "    sentences = content.upper().split(\". \")\n",
    "    for sentence in sentences: \n",
    "        if ngram in sentence:\n",
    "            return sentence+'\\n'\n",
    "    return \"\"\n",
    "\n",
    "\n",
    "print(getFirstSentenceContaining('EXCLUSIVE METALLIC CURRENCY', content))\n",
    "print(getFirstSentenceContaining('EXECUTIVE DEPARTMENT', content))\n",
    "print(getFirstSentenceContaining('GENERAL GOVERNMENT', content))\n",
    "print(getFirstSentenceContaining('CALLED UPON', content))\n",
    "print(getFirstSentenceContaining('CHIEF MAGISTRATE', content))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I know the ruling passion of the source in the several Cantons , must be proper efforts for one of its theory , in no very cause , is termed 'monarchy' in which our Government , it finds no member of those collected in the Constitution can be , and eventually its pristine health and strengthens with each other of its disposal . A calamity so gloriously contended . It existed but free operations upon the act as the fact of another can be the accountable agent , if errors had been drawn as fatal consequences will . Jefferson forbidding their\n"
     ]
    }
   ],
   "source": [
    "from urllib.request import urlopen\n",
    "from random import randint\n",
    "\n",
    "def wordListSum(wordList):\n",
    "    sum = 0\n",
    "    for word, value in wordList.items():\n",
    "        sum += value\n",
    "    return sum\n",
    "\n",
    "def retrieveRandomWord(wordList):\n",
    "    randIndex = randint(1, wordListSum(wordList))\n",
    "    for word, value in wordList.items():\n",
    "        randIndex -= value\n",
    "        if randIndex <= 0:\n",
    "            return word\n",
    "\n",
    "def buildWordDict(text):\n",
    "    # Remove newlines and quotes\n",
    "    text = text.replace('\\n', ' ');\n",
    "    text = text.replace('\"', '');\n",
    "\n",
    "    # Make sure punctuation marks are treated as their own \"words,\"\n",
    "    # so that they will be included in the Markov chain\n",
    "    punctuation = [',','.',';',':']\n",
    "    for symbol in punctuation:\n",
    "        text = text.replace(symbol, ' {} '.format(symbol));\n",
    "\n",
    "    words = text.split(' ')\n",
    "    # Filter out empty words\n",
    "    words = [word for word in words if word != '']\n",
    "\n",
    "    wordDict = {}\n",
    "    for i in range(1, len(words)):\n",
    "        if words[i-1] not in wordDict:\n",
    "                # Create a new dictionary for this word\n",
    "            wordDict[words[i-1]] = {}\n",
    "        if words[i] not in wordDict[words[i-1]]:\n",
    "            wordDict[words[i-1]][words[i]] = 0\n",
    "        wordDict[words[i-1]][words[i]] += 1\n",
    "    return wordDict\n",
    "\n",
    "text = str(urlopen('http://pythonscraping.com/files/inaugurationSpeech.txt')\n",
    "          .read(), 'utf-8')\n",
    "wordDict = buildWordDict(text)\n",
    "\n",
    "#Generate a Markov chain of length 100\n",
    "length = 100\n",
    "chain = ['I']\n",
    "for i in range(0, length):\n",
    "    newWord = retrieveRandomWord(wordDict[chain[-1]])\n",
    "    chain.append(newWord)\n",
    "\n",
    "print(' '.join(chain))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/wiki/Kevin_Bacon\n",
      "/wiki/Primetime_Emmy_Award_for_Outstanding_Lead_Actor_in_a_Miniseries_or_a_Movie\n",
      "/wiki/Gary_Gilmore\n",
      "/wiki/Eric_Idle\n"
     ]
    }
   ],
   "source": [
    "import pymysql\n",
    "\n",
    "conn = pymysql.connect(host='127.0.0.1', unix_socket='/tmp/mysql.sock', user='root', passwd='root', db='mysql', charset='utf8')\n",
    "cur = conn.cursor()\n",
    "cur.execute('USE wikipedia')\n",
    "\n",
    "def getUrl(pageId):\n",
    "    cur.execute('SELECT url FROM pages WHERE id = %s', (int(pageId)))\n",
    "    return cur.fetchone()[0]\n",
    "\n",
    "def getLinks(fromPageId):\n",
    "    cur.execute('SELECT toPageId FROM links WHERE fromPageId = %s', (int(fromPageId)))\n",
    "    if cur.rowcount == 0:\n",
    "        return []\n",
    "    return [x[0] for x in cur.fetchall()]\n",
    "\n",
    "def searchBreadth(targetPageId, paths=[[1]]):\n",
    "    newPaths = []\n",
    "    for path in paths:\n",
    "        links = getLinks(path[-1])\n",
    "        for link in links:\n",
    "            if link == targetPageId:\n",
    "                return path + [link]\n",
    "            else:\n",
    "                newPaths.append(path+[link])\n",
    "    return searchBreadth(targetPageId, newPaths)\n",
    "                \n",
    "nodes = getLinks(1)\n",
    "targetPageId = 28624\n",
    "pageIds = searchBreadth(targetPageId)\n",
    "for pageId in pageIds:\n",
    "    print(getUrl(pageId))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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